Spaceship_Titanic_Train_engineered Profile

Dataset statistics

Number of variables	17
Number of observations	8693
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	498
Duplicate rows (%)	5.7%
Total size in memory	976.6 KiB
Average record size in memory	115.0 B

Variable types

Boolean	2
Categorical	6
Numeric	9

Alerts

Dataset has 498 (5.7%) duplicate rows	Duplicates
`VIP` is highly imbalanced (84.3%)	Imbalance
`Age` has 178 (2.0%) zeros	Zeros
`RoomService` has 5661 (65.1%) zeros	Zeros
`FoodCourt` has 5542 (63.8%) zeros	Zeros
`ShoppingMall` has 5702 (65.6%) zeros	Zeros
`Spa` has 5398 (62.1%) zeros	Zeros
`VRDeck` has 5585 (64.2%) zeros	Zeros
`Consumption` has 3805 (43.8%) zeros	Zeros

Reproduction

Analysis started	2024-04-24 13:37:40.258580
Analysis finished	2024-04-24 13:38:20.152543
Duration	39.89 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

CryoSleep
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.6 KiB

False	5571
True	3122

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5571	64.1%
True	3122	35.9%

Destination
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	68.0 KiB

TRAPPIST-1e	6086
55 Cancri e	1811
PSO J318.5-22	796

Length

Max length	13
Median length	11
Mean length	11.183136
Min length	11

Characters and Unicode

Total characters	97215
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TRAPPIST-1e
2nd row	TRAPPIST-1e
3rd row	TRAPPIST-1e
4th row	TRAPPIST-1e
5th row	TRAPPIST-1e

Common Values

Value	Count	Frequency (%)
TRAPPIST-1e	6086	70.0%
55 Cancri e	1811	20.8%
PSO J318.5-22	796	9.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
trappist-1e	6086	46.4%
55	1811	13.8%
cancri	1811	13.8%
e	1811	13.8%
pso	796	6.1%
j318.5-22	796	6.1%

Most occurring characters

Value	Count	Frequency (%)
P	12968	13.3%
T	12172	12.5%
e	7897	8.1%
S	6882	7.1%
-	6882	7.1%
1	6882	7.1%
A	6086	6.3%
I	6086	6.3%
R	6086	6.3%
5	4418	4.5%
Other values (13)	20856	21.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	97215	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
P	12968	13.3%
T	12172	12.5%
e	7897	8.1%
S	6882	7.1%
-	6882	7.1%
1	6882	7.1%
A	6086	6.3%
I	6086	6.3%
R	6086	6.3%
5	4418	4.5%
Other values (13)	20856	21.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	97215	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
P	12968	13.3%
T	12172	12.5%
e	7897	8.1%
S	6882	7.1%
-	6882	7.1%
1	6882	7.1%
A	6086	6.3%
I	6086	6.3%
R	6086	6.3%
5	4418	4.5%
Other values (13)	20856	21.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	97215	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
P	12968	13.3%
T	12172	12.5%
e	7897	8.1%
S	6882	7.1%
-	6882	7.1%
1	6882	7.1%
A	6086	6.3%
I	6086	6.3%
R	6086	6.3%
5	4418	4.5%
Other values (13)	20856	21.5%

Age
Real number (ℝ)

ZEROS

Distinct	204
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.83621

Minimum	0
Maximum	79
Zeros	178
Zeros (%)	2.0%
Negative	0
Negative (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	20
median	27
Q3	37
95-th percentile	55
Maximum	79
Range	79
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	14.361932
Coefficient of variation (CV)	0.49805199
Kurtosis	0.14809039
Mean	28.83621
Median Absolute Deviation (MAD)	9
Skewness	0.41898548
Sum	250673.17
Variance	206.26508
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	324	3.7%
18	320	3.7%
21	311	3.6%
19	293	3.4%
23	292	3.4%
22	291	3.3%
20	277	3.2%
26	268	3.1%
28	267	3.1%
27	259	3.0%
Other values (194)	5791	66.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	178	2.0%
1	67	0.8%
2	75	0.9%
3	75	0.9%
4	71	0.8%
5	33	0.4%
6	40	0.5%
7	52	0.6%
8	46	0.5%
8.451165929	1	< 0.1%

Value	Count	Frequency (%)
79	3	< 0.1%
78	3	< 0.1%
77	2	< 0.1%
76	2	< 0.1%
75	4	< 0.1%
74	5	0.1%
73	7	0.1%
72	4	< 0.1%
71	7	0.1%
70	9	0.1%

VIP
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.6 KiB

False	8495
True	198

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	8495	97.7%
True	198	2.3%

RoomService
Real number (ℝ)

ZEROS

Distinct	1370
Distinct (%)	15.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	224.60689

Minimum	0
Maximum	14327
Zeros	5661
Zeros (%)	65.1%
Negative	0
Negative (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	56
95-th percentile	1267.4
Maximum	14327
Range	14327
Interquartile range (IQR)	56

Descriptive statistics

Standard deviation	661.80771
Coefficient of variation (CV)	2.9465156
Kurtosis	65.875787
Mean	224.60689
Median Absolute Deviation (MAD)	0
Skewness	6.3480617
Sum	1952507.7
Variance	437989.45
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5661	65.1%
1	117	1.3%
2	79	0.9%
3	61	0.7%
4	47	0.5%
5	28	0.3%
9	25	0.3%
8	24	0.3%
6	24	0.3%
14	21	0.2%
Other values (1360)	2606	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5661	65.1%
1	117	1.3%
1.077766015	1	< 0.1%
2	79	0.9%
3	61	0.7%
4	47	0.5%
5	28	0.3%
6	24	0.3%
7	17	0.2%
8	24	0.3%

Value	Count	Frequency (%)
14327	1	< 0.1%
9920	1	< 0.1%
8586	1	< 0.1%
8243	1	< 0.1%
8209	1	< 0.1%
8168	1	< 0.1%
8151	1	< 0.1%
8142	1	< 0.1%
8030	1	< 0.1%
7406	1	< 0.1%

FoodCourt
Real number (ℝ)

ZEROS

Distinct	1604
Distinct (%)	18.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	456.26185

Minimum	0
Maximum	29813
Zeros	5542
Zeros (%)	63.8%
Negative	0
Negative (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	86
95-th percentile	2749.4679
Maximum	29813
Range	29813
Interquartile range (IQR)	86

Descriptive statistics

Standard deviation	1600.43
Coefficient of variation (CV)	3.5077006
Kurtosis	73.868236
Mean	456.26185
Median Absolute Deviation (MAD)	0
Skewness	7.1174832
Sum	3966284.2
Variance	2561376.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5542	63.8%
1	116	1.3%
2	75	0.9%
4	53	0.6%
3	53	0.6%
5	33	0.4%
6	31	0.4%
9	28	0.3%
7	27	0.3%
10	27	0.3%
Other values (1594)	2708	31.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5542	63.8%
1	116	1.3%
2	75	0.9%
3	53	0.6%
4	53	0.6%
5	33	0.4%
6	31	0.4%
7	27	0.3%
8	20	0.2%
9	28	0.3%

Value	Count	Frequency (%)
29813	1	< 0.1%
27723	1	< 0.1%
27071	1	< 0.1%
26830	1	< 0.1%
21066	1	< 0.1%
18481	1	< 0.1%
17958	1	< 0.1%
17901	1	< 0.1%
17687	1	< 0.1%
17432	1	< 0.1%

ShoppingMall
Real number (ℝ)

ZEROS

Distinct	1208
Distinct (%)	13.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	173.1985

Minimum	0
Maximum	23492
Zeros	5702
Zeros (%)	65.6%
Negative	0
Negative (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	31
95-th percentile	926
Maximum	23492
Range	23492
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	599.17016
Coefficient of variation (CV)	3.459442
Kurtosis	333.11011
Mean	173.1985
Median Absolute Deviation (MAD)	0
Skewness	12.68106
Sum	1505614.6
Variance	359004.89
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5702	65.6%
1	153	1.8%
2	80	0.9%
3	59	0.7%
4	45	0.5%
5	38	0.4%
7	36	0.4%
6	34	0.4%
13	29	0.3%
9	28	0.3%
Other values (1198)	2489	28.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5702	65.6%
1	153	1.8%
2	80	0.9%
3	59	0.7%
4	45	0.5%
5	38	0.4%
6	34	0.4%
7	36	0.4%
8	28	0.3%
9	28	0.3%

Value	Count	Frequency (%)
23492	1	< 0.1%
12253	1	< 0.1%
10705	1	< 0.1%
10424	1	< 0.1%
9058	1	< 0.1%
7810	1	< 0.1%
7185	1	< 0.1%
7148	1	< 0.1%
7104	1	< 0.1%
6805	1	< 0.1%

Spa
Real number (ℝ)

ZEROS

Distinct	1436
Distinct (%)	16.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	311.26865

Minimum	0
Maximum	22408
Zeros	5398
Zeros (%)	62.1%
Negative	0
Negative (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	71
95-th percentile	1611.4
Maximum	22408
Range	22408
Interquartile range (IQR)	71

Descriptive statistics

Standard deviation	1127.6609
Coefficient of variation (CV)	3.6227897
Kurtosis	82.114663
Mean	311.26865
Median Absolute Deviation (MAD)	0
Skewness	7.6631181
Sum	2705858.4
Variance	1271619.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5398	62.1%
1	146	1.7%
2	105	1.2%
3	53	0.6%
5	53	0.6%
4	46	0.5%
7	34	0.4%
6	33	0.4%
9	28	0.3%
8	28	0.3%
Other values (1426)	2769	31.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5398	62.1%
1	146	1.7%
2	105	1.2%
3	53	0.6%
4	46	0.5%
4.560684576	1	< 0.1%
5	53	0.6%
5.642490463	1	< 0.1%
6	33	0.4%
7	34	0.4%

Value	Count	Frequency (%)
22408	1	< 0.1%
18572	1	< 0.1%
16594	1	< 0.1%
16139	1	< 0.1%
15586	1	< 0.1%
15331	1	< 0.1%
15238	1	< 0.1%
14970	1	< 0.1%
13995	1	< 0.1%
13902	1	< 0.1%

VRDeck
Real number (ℝ)

ZEROS

Distinct	1404
Distinct (%)	16.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	303.61396

Minimum	0
Maximum	24133
Zeros	5585
Zeros (%)	64.2%
Negative	0
Negative (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	52.407262
95-th percentile	1514
Maximum	24133
Range	24133
Interquartile range (IQR)	52.407262

Descriptive statistics

Standard deviation	1136.9149
Coefficient of variation (CV)	3.7446067
Kurtosis	86.890833
Mean	303.61396
Median Absolute Deviation (MAD)	0
Skewness	7.8473487
Sum	2639316.2
Variance	1292575.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5585	64.2%
1	139	1.6%
2	70	0.8%
3	56	0.6%
5	51	0.6%
4	47	0.5%
6	32	0.4%
8	30	0.3%
7	29	0.3%
9	25	0.3%
Other values (1394)	2629	30.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5585	64.2%
1	139	1.6%
2	70	0.8%
3	56	0.6%
4	47	0.5%
5	51	0.6%
6	32	0.4%
7	29	0.3%
8	30	0.3%
9	25	0.3%

Value	Count	Frequency (%)
24133	1	< 0.1%
20336	1	< 0.1%
17306	1	< 0.1%
17074	1	< 0.1%
16337	1	< 0.1%
14485	1	< 0.1%
12708	1	< 0.1%
12685	1	< 0.1%
12682	1	< 0.1%
12424	1	< 0.1%

Cabin_deck
Categorical

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	68.0 KiB

F	2868
G	2615
E	877
B	819
C	768
Other values (3)	746

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8693
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B
2nd row	F
3rd row	A
4th row	A
5th row	F

Common Values

Value	Count	Frequency (%)
F	2868	33.0%
G	2615	30.1%
E	877	10.1%
B	819	9.4%
C	768	8.8%
D	483	5.6%
A	258	3.0%
T	5	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
f	2868	33.0%
g	2615	30.1%
e	877	10.1%
b	819	9.4%
c	768	8.8%
d	483	5.6%
a	258	3.0%
t	5	0.1%

Most occurring characters

Value	Count	Frequency (%)
F	2868	33.0%
G	2615	30.1%
E	877	10.1%
B	819	9.4%
C	768	8.8%
D	483	5.6%
A	258	3.0%
T	5	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8693	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
F	2868	33.0%
G	2615	30.1%
E	877	10.1%
B	819	9.4%
C	768	8.8%
D	483	5.6%
A	258	3.0%
T	5	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8693	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
F	2868	33.0%
G	2615	30.1%
E	877	10.1%
B	819	9.4%
C	768	8.8%
D	483	5.6%
A	258	3.0%
T	5	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8693	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
F	2868	33.0%
G	2615	30.1%
E	877	10.1%
B	819	9.4%
C	768	8.8%
D	483	5.6%
A	258	3.0%
T	5	0.1%

ID_num
Real number (ℝ)

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5177729

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	8
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0542413
Coefficient of variation (CV)	0.69459753
Kurtosis	8.7092628
Mean	1.5177729
Median Absolute Deviation (MAD)	0
Skewness	2.7466168
Sum	13194
Variance	1.1114248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	6217	71.5%
2	1412	16.2%
3	571	6.6%
4	231	2.7%
5	128	1.5%
6	75	0.9%
7	46	0.5%
8	13	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6217	71.5%
2	1412	16.2%
3	571	6.6%
4	231	2.7%
5	128	1.5%
6	75	0.9%
7	46	0.5%
8	13	0.1%

Value	Count	Frequency (%)
8	13	0.1%
7	46	0.5%
6	75	0.9%
5	128	1.5%
4	231	2.7%
3	571	6.6%
2	1412	16.2%
1	6217	71.5%

Group_size
Real number (ℝ)

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0355458

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	3
95-th percentile	6
Maximum	8
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5963465
Coefficient of variation (CV)	0.78423511
Kurtosis	3.1670958
Mean	2.0355458
Median Absolute Deviation (MAD)	0
Skewness	1.8890173
Sum	17695
Variance	2.5483222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	4805	55.3%
2	1682	19.3%
3	1020	11.7%
4	412	4.7%
5	265	3.0%
7	231	2.7%
6	174	2.0%
8	104	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4805	55.3%
2	1682	19.3%
3	1020	11.7%
4	412	4.7%
5	265	3.0%
6	174	2.0%
7	231	2.7%
8	104	1.2%

Value	Count	Frequency (%)
8	104	1.2%
7	231	2.7%
6	174	2.0%
5	265	3.0%
4	412	4.7%
3	1020	11.7%
2	1682	19.3%
1	4805	55.3%

HomePlanet
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	68.0 KiB

Earth	4709
Europa	2175
Mars	1809

Length

Max length	6
Median length	5
Mean length	5.0421028
Min length	4

Characters and Unicode

Total characters	43831
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Europa
2nd row	Earth
3rd row	Europa
4th row	Europa
5th row	Earth

Common Values

Value	Count	Frequency (%)
Earth	4709	54.2%
Europa	2175	25.0%
Mars	1809	20.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
earth	4709	54.2%
europa	2175	25.0%
mars	1809	20.8%

Most occurring characters

Value	Count	Frequency (%)
a	8693	19.8%
r	8693	19.8%
E	6884	15.7%
t	4709	10.7%
h	4709	10.7%
u	2175	5.0%
o	2175	5.0%
p	2175	5.0%
M	1809	4.1%
s	1809	4.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	43831	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	8693	19.8%
r	8693	19.8%
E	6884	15.7%
t	4709	10.7%
h	4709	10.7%
u	2175	5.0%
o	2175	5.0%
p	2175	5.0%
M	1809	4.1%
s	1809	4.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	43831	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	8693	19.8%
r	8693	19.8%
E	6884	15.7%
t	4709	10.7%
h	4709	10.7%
u	2175	5.0%
o	2175	5.0%
p	2175	5.0%
M	1809	4.1%
s	1809	4.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	43831	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	8693	19.8%
r	8693	19.8%
E	6884	15.7%
t	4709	10.7%
h	4709	10.7%
u	2175	5.0%
o	2175	5.0%
p	2175	5.0%
M	1809	4.1%
s	1809	4.1%

Cabin_side
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	68.0 KiB

S	4387
P	4306

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8693
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	P
2nd row	S
3rd row	S
4th row	S
5th row	S

Common Values

Value	Count	Frequency (%)
S	4387	50.5%
P	4306	49.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
s	4387	50.5%
p	4306	49.5%

Most occurring characters

Value	Count	Frequency (%)
S	4387	50.5%
P	4306	49.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8693	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	4387	50.5%
P	4306	49.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8693	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	4387	50.5%
P	4306	49.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8693	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	4387	50.5%
P	4306	49.5%

Transported
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	68.0 KiB

1	4378
0	4315

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8693
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	4378	50.4%
0	4315	49.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	4378	50.4%
0	4315	49.6%

Most occurring characters

Value	Count	Frequency (%)
1	4378	50.4%
0	4315	49.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8693	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	4378	50.4%
0	4315	49.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8693	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	4378	50.4%
0	4315	49.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8693	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	4378	50.4%
0	4315	49.6%

Consumption
Real number (ℝ)

ZEROS

Distinct	2574
Distinct (%)	29.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	839.48951

Minimum	0
Maximum	28600
Zeros	3805
Zeros (%)	43.8%
Negative	0
Negative (%)	0.0%
Memory size	68.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	86
Q3	865
95-th percentile	3837.8
Maximum	28600
Range	28600
Interquartile range (IQR)	865

Descriptive statistics

Standard deviation	1839.929
Coefficient of variation (CV)	2.1917236
Kurtosis	36.223627
Mean	839.48951
Median Absolute Deviation (MAD)	86
Skewness	4.9943093
Sum	7297682.3
Variance	3385338.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3805	43.8%
1	26	0.3%
2	23	0.3%
4	22	0.3%
3	20	0.2%
5	18	0.2%
7	16	0.2%
11	15	0.2%
804	15	0.2%
6	13	0.1%
Other values (2564)	4720	54.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3805	43.8%
1	26	0.3%
1.077766015	1	< 0.1%
2	23	0.3%
3	20	0.2%
4	22	0.3%
5	18	0.2%
6	13	0.1%
7	16	0.2%
7.395469138	1	< 0.1%

Value	Count	Frequency (%)
28600	1	< 0.1%
25463.22895	1	< 0.1%
22550	1	< 0.1%
20961	1	< 0.1%
19412	1	< 0.1%
19327	1	< 0.1%
18037	1	< 0.1%
17928	1	< 0.1%
17865.12243	1	< 0.1%
17558	1	< 0.1%

Age Group
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	8.8 KiB

Young adults	5282
Middle-aged	1607
Minor	1550
Senior	254

Length

Max length	12
Median length	12
Mean length	10.391694
Min length	5

Characters and Unicode

Total characters	90335
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Young adults
2nd row	Young adults
3rd row	Middle-aged
4th row	Young adults
5th row	Minor

Common Values

Value	Count	Frequency (%)
Young adults	5282	60.8%
Middle-aged	1607	18.5%
Minor	1550	17.8%
Senior	254	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
young	5282	37.8%
adults	5282	37.8%
middle-aged	1607	11.5%
minor	1550	11.1%
senior	254	1.8%

Most occurring characters

Value	Count	Frequency (%)
u	10564	11.7%
d	10103	11.2%
n	7086	7.8%
o	7086	7.8%
l	6889	7.6%
g	6889	7.6%
a	6889	7.6%
t	5282	5.8%
s	5282	5.8%
Y	5282	5.8%
Other values (7)	18983	21.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	90335	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
u	10564	11.7%
d	10103	11.2%
n	7086	7.8%
o	7086	7.8%
l	6889	7.6%
g	6889	7.6%
a	6889	7.6%
t	5282	5.8%
s	5282	5.8%
Y	5282	5.8%
Other values (7)	18983	21.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	90335	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
u	10564	11.7%
d	10103	11.2%
n	7086	7.8%
o	7086	7.8%
l	6889	7.6%
g	6889	7.6%
a	6889	7.6%
t	5282	5.8%
s	5282	5.8%
Y	5282	5.8%
Other values (7)	18983	21.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	90335	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
u	10564	11.7%
d	10103	11.2%
n	7086	7.8%
o	7086	7.8%
l	6889	7.6%
g	6889	7.6%
a	6889	7.6%
t	5282	5.8%
s	5282	5.8%
Y	5282	5.8%
Other values (7)	18983	21.0%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	CryoSleep	Destination	Age	VIP	RoomService	FoodCourt	ShoppingMall	Spa	VRDeck	Cabin_deck	ID_num	Group_size	HomePlanet	Cabin_side	Transported	Consumption	Age Group
0	False	TRAPPIST-1e	39.0	False	0.0	0.0	0.0	0.0	0.0	B	1	1	Europa	P	0	0.0	Young adults
1	False	TRAPPIST-1e	24.0	False	109.0	9.0	25.0	549.0	44.0	F	1	1	Earth	S	1	702.0	Young adults
2	False	TRAPPIST-1e	58.0	True	43.0	3576.0	0.0	6715.0	49.0	A	1	2	Europa	S	0	6807.0	Middle-aged
3	False	TRAPPIST-1e	33.0	False	0.0	1283.0	371.0	3329.0	193.0	A	2	2	Europa	S	0	3522.0	Young adults
4	False	TRAPPIST-1e	16.0	False	303.0	70.0	151.0	565.0	2.0	F	1	1	Earth	S	1	870.0	Minor
5	False	PSO J318.5-22	44.0	False	0.0	483.0	0.0	291.0	0.0	F	1	1	Earth	P	1	291.0	Middle-aged
6	False	TRAPPIST-1e	26.0	False	42.0	1539.0	3.0	0.0	0.0	F	1	2	Earth	S	1	42.0	Young adults
7	True	TRAPPIST-1e	28.0	False	0.0	0.0	0.0	0.0	0.0	G	2	2	Earth	S	1	0.0	Young adults
8	False	TRAPPIST-1e	35.0	False	0.0	785.0	17.0	216.0	0.0	F	1	1	Earth	S	1	216.0	Young adults
9	True	55 Cancri e	14.0	False	0.0	0.0	0.0	0.0	0.0	B	1	3	Europa	P	1	0.0	Minor

	CryoSleep	Destination	Age	VIP	RoomService	FoodCourt	ShoppingMall	Spa	VRDeck	Cabin_deck	ID_num	Group_size	HomePlanet	Cabin_side	Transported	Consumption	Age Group
8683	False	TRAPPIST-1e	21.0	False	86.0	3.0	149.0	208.0	329.0	F	2	2	Earth	P	0	623.0	Young adults
8684	True	TRAPPIST-1e	23.0	False	0.0	0.0	0.0	0.0	0.0	G	1	1	Earth	P	1	0.0	Young adults
8685	False	TRAPPIST-1e	0.0	False	0.0	0.0	0.0	0.0	0.0	A	1	3	Europa	P	1	0.0	Minor
8686	False	TRAPPIST-1e	32.0	False	1.0	1146.0	0.0	50.0	34.0	A	2	3	Europa	P	0	85.0	Young adults
8687	False	TRAPPIST-1e	30.0	False	0.0	3208.0	0.0	2.0	330.0	A	3	3	Europa	P	1	332.0	Young adults
8688	False	55 Cancri e	41.0	True	0.0	6819.0	0.0	1643.0	74.0	A	1	1	Europa	P	0	1717.0	Middle-aged
8689	True	PSO J318.5-22	18.0	False	0.0	0.0	0.0	0.0	0.0	G	1	1	Earth	S	0	0.0	Young adults
8690	False	TRAPPIST-1e	26.0	False	0.0	0.0	1872.0	1.0	0.0	G	1	1	Earth	S	1	1.0	Young adults
8691	False	55 Cancri e	32.0	False	0.0	1049.0	0.0	353.0	3235.0	E	1	2	Europa	S	0	3588.0	Young adults
8692	False	TRAPPIST-1e	44.0	False	126.0	4688.0	0.0	0.0	12.0	E	2	2	Europa	S	1	138.0	Middle-aged

Most frequently occurring

	CryoSleep	Destination	Age	VIP	Cabin_deck	ID_num	Group_size	HomePlanet	Cabin_side	Transported	Age Group	# duplicates
286	True	TRAPPIST-1e	18.0	False	G	1	1	Earth	S	1	Young adults	12
155	True	PSO J318.5-22	16.0	False	G	1	1	Earth	S	1	Minor	10
259	True	TRAPPIST-1e	15.0	False	G	1	1	Earth	P	1	Minor	10
320	True	TRAPPIST-1e	22.0	False	G	1	1	Earth	S	1	Young adults	10
281	True	TRAPPIST-1e	18.0	False	F	1	1	Mars	S	1	Young adults	9
317	True	TRAPPIST-1e	22.0	False	G	1	1	Earth	P	0	Young adults	9
330	True	TRAPPIST-1e	23.0	False	G	1	1	Earth	S	1	Young adults	9
423	True	TRAPPIST-1e	35.0	False	F	1	1	Mars	P	1	Young adults	9
174	True	PSO J318.5-22	22.0	False	G	1	1	Earth	P	1	Young adults	8
182	True	PSO J318.5-22	24.0	False	G	1	1	Earth	S	1	Young adults	8

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)